Regression results
Call:
lm(formula = survey_salary ~ year.x + GPA.Range + major1 + major2 +
survey_plans + Gender + IPEDS.Race.Ethnicity + latin_honors +
`Combined Bacc and Masters` + Region, data = data)
Residuals:
Min 1Q Median 3Q Max
-43096 -3960 219 3259 111338
Coefficients:
Estimate Std. Error t value
(Intercept) -1310310.15 467475.42 -2.803
year.x 675.81 231.42 2.920
GPA.Range2.50 - 2.99 1456.98 1660.20 0.878
GPA.Range3.00 - 3.49 3317.37 1593.12 2.082
GPA.Range3.50 - 4.00 3532.35 1959.16 1.803
major1Business Analytics 6527.71 1450.08 4.502
major1Business Economics 2673.83 964.61 2.772
major1Finance 2888.03 633.70 4.557
major1Human Capital Mgmt & Leadership -4159.80 1002.74 -4.148
major1Information Systems 7026.60 1014.55 6.926
major1Marketing -5919.36 659.45 -8.976
major1Supply Chain & Operations Mgmt -940.09 848.16 -1.108
major2 1286.86 744.29 1.729
survey_plansaccepted parttime job -4459.54 1959.38 -2.276
survey_planscontinuing education 75.90 976.45 0.078
survey_plansmilitary service -677.23 2669.19 -0.254
survey_plansnot seeking employment 519.61 3131.49 0.166
survey_plansother 803.32 2074.01 0.387
survey_plansseeking continuing education 288.83 1879.33 0.154
survey_plansseeking employment 418.72 707.53 0.592
survey_plansself employed -2611.60 9097.91 -0.287
GenderMale 20.12 404.05 0.050
IPEDS.Race.EthnicityAsian 126.86 4679.82 0.027
IPEDS.Race.EthnicityBlack or African American 2282.13 4856.18 0.470
IPEDS.Race.EthnicityHispanic/Latino -765.17 4623.51 -0.165
IPEDS.Race.EthnicityMulti Racial -1086.01 4681.42 -0.232
IPEDS.Race.EthnicityNon-Resident Alien -1153.87 4619.27 -0.250
IPEDS.Race.EthnicityUnknown 4079.04 5877.95 0.694
IPEDS.Race.EthnicityWhite -1371.20 4557.12 -0.301
latin_honors 2900.81 1159.81 2.501
`Combined Bacc and Masters` -553.63 919.54 -0.602
RegionNortheast 2914.19 802.73 3.630
RegionSouth -101.75 872.08 -0.117
RegionUnknown 185.08 533.05 0.347
RegionWest 4331.18 1075.13 4.029
Pr(>|t|)
(Intercept) 0.005104 **
year.x 0.003530 **
GPA.Range2.50 - 2.99 0.380251
GPA.Range3.00 - 3.49 0.037419 *
GPA.Range3.50 - 4.00 0.071512 .
major1Business Analytics 0.00000706270134 ***
major1Business Economics 0.005615 **
major1Finance 0.00000543573583 ***
major1Human Capital Mgmt & Leadership 0.00003462833363 ***
major1Information Systems 0.00000000000553 ***
major1Marketing < 0.0000000000000002 ***
major1Supply Chain & Operations Mgmt 0.267808
major2 0.083940 .
survey_plansaccepted parttime job 0.022933 *
survey_planscontinuing education 0.938046
survey_plansmilitary service 0.799734
survey_plansnot seeking employment 0.868226
survey_plansother 0.698549
survey_plansseeking continuing education 0.877868
survey_plansseeking employment 0.554035
survey_plansself employed 0.774095
GenderMale 0.960295
IPEDS.Race.EthnicityAsian 0.978376
IPEDS.Race.EthnicityBlack or African American 0.638438
IPEDS.Race.EthnicityHispanic/Latino 0.868568
IPEDS.Race.EthnicityMulti Racial 0.816571
IPEDS.Race.EthnicityNon-Resident Alien 0.802767
IPEDS.Race.EthnicityUnknown 0.487776
IPEDS.Race.EthnicityWhite 0.763523
latin_honors 0.012446 *
`Combined Bacc and Masters` 0.547185
RegionNortheast 0.000289 ***
RegionSouth 0.907128
RegionUnknown 0.728468
RegionWest 0.00005785875039 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 9072 on 2426 degrees of freedom
Multiple R-squared: 0.212, Adjusted R-squared: 0.2009
F-statistic: 19.19 on 34 and 2426 DF, p-value: < 0.00000000000000022
Call:
lm(formula = survey_salary ~ year.x + GPA.Range + major1 + major2 +
survey_plans + Gender + IPEDS.Race.Ethnicity + latin_honors +
`Combined Bacc and Masters` + Region + survey_internships,
data = data)
Residuals:
Min 1Q Median 3Q Max
-43869 -4259 40 3619 110543
Coefficients:
Estimate Std. Error t value
(Intercept) -1419107.17 464094.01 -3.058
year.x 730.35 229.75 3.179
GPA.Range2.50 - 2.99 1931.86 1646.78 1.173
GPA.Range3.00 - 3.49 3574.16 1579.42 2.263
GPA.Range3.50 - 4.00 3647.97 1941.65 1.879
major1Business Analytics 6142.60 1438.02 4.272
major1Business Economics 2502.12 956.58 2.616
major1Finance 2498.73 631.75 3.955
major1Human Capital Mgmt & Leadership -4216.46 997.81 -4.226
major1Information Systems 6764.45 1006.16 6.723
major1Marketing -6265.94 656.70 -9.542
major1Supply Chain & Operations Mgmt -949.86 842.12 -1.128
major2 955.25 739.08 1.292
survey_plansaccepted parttime job -3954.35 1943.60 -2.035
survey_planscontinuing education 614.41 974.23 0.631
survey_plansmilitary service 1061.23 2659.92 0.399
survey_plansnot seeking employment 1597.22 3112.23 0.513
survey_plansother 1639.89 2058.69 0.797
survey_plansseeking continuing education 508.05 1862.18 0.273
survey_plansseeking employment 927.57 704.81 1.316
survey_plansself employed -3425.43 9012.92 -0.380
GenderMale 44.64 400.64 0.111
IPEDS.Race.EthnicityAsian 65.50 4636.25 0.014
IPEDS.Race.EthnicityBlack or African American 1601.26 4812.13 0.333
IPEDS.Race.EthnicityHispanic/Latino -1126.44 4580.74 -0.246
IPEDS.Race.EthnicityMulti Racial -1479.66 4637.80 -0.319
IPEDS.Race.EthnicityNon-Resident Alien -1049.83 4575.60 -0.229
IPEDS.Race.EthnicityUnknown 2893.12 5825.13 0.497
IPEDS.Race.EthnicityWhite -1776.93 4515.10 -0.394
latin_honors 2885.03 1148.92 2.511
`Combined Bacc and Masters` -513.15 911.21 -0.563
RegionNortheast 2867.16 795.22 3.606
RegionSouth -50.82 863.93 -0.059
RegionUnknown 226.59 528.59 0.429
RegionWest 4507.03 1065.35 4.231
survey_internshipsN/A -7453.84 9052.45 -0.823
survey_internshipsNone -3966.25 693.56 -5.719
survey_internshipsOne -2165.04 397.37 -5.448
survey_internshipsRPT -1539.19 9018.72 -0.171
Pr(>|t|)
(Intercept) 0.002254 **
year.x 0.001497 **
GPA.Range2.50 - 2.99 0.240866
GPA.Range3.00 - 3.49 0.023727 *
GPA.Range3.50 - 4.00 0.060392 .
major1Business Analytics 0.0000201592597 ***
major1Business Economics 0.008960 **
major1Finance 0.0000786510074 ***
major1Human Capital Mgmt & Leadership 0.0000246977898 ***
major1Information Systems 0.0000000000221 ***
major1Marketing < 0.0000000000000002 ***
major1Supply Chain & Operations Mgmt 0.259461
major2 0.196313
survey_plansaccepted parttime job 0.042005 *
survey_planscontinuing education 0.528321
survey_plansmilitary service 0.689950
survey_plansnot seeking employment 0.607852
survey_plansother 0.425779
survey_plansseeking continuing education 0.785011
survey_plansseeking employment 0.188279
survey_plansself employed 0.703936
GenderMale 0.911294
IPEDS.Race.EthnicityAsian 0.988729
IPEDS.Race.EthnicityBlack or African American 0.739349
IPEDS.Race.EthnicityHispanic/Latino 0.805775
IPEDS.Race.EthnicityMulti Racial 0.749722
IPEDS.Race.EthnicityNon-Resident Alien 0.818546
IPEDS.Race.EthnicityUnknown 0.619473
IPEDS.Race.EthnicityWhite 0.693946
latin_honors 0.012101 *
`Combined Bacc and Masters` 0.573385
RegionNortheast 0.000318 ***
RegionSouth 0.953099
RegionUnknown 0.668206
RegionWest 0.0000241763190 ***
survey_internshipsN/A 0.410358
survey_internshipsNone 0.0000000120546 ***
survey_internshipsOne 0.0000000559400 ***
survey_internshipsRPT 0.864500
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 8986 on 2422 degrees of freedom
Multiple R-squared: 0.2281, Adjusted R-squared: 0.216
F-statistic: 18.83 on 38 and 2422 DF, p-value: < 0.00000000000000022